Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "191"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 191 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 49 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 47 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 191, Node N15:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.415983 1.310699 0.290815 -1.120042 -0.157505 -0.447094 25.354529 24.848146 0.6889 0.6685 0.4302 nan nan
2459863 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.798510 -0.131260 -0.918527 0.067168 0.398069 0.139875 16.321825 14.491142 0.6830 0.6571 0.4217 nan nan
2459862 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.347927 0.445400 1.520482 -1.494654 0.029002 -0.184266 5.681059 6.652940 0.6653 0.6813 0.4381 nan nan
2459861 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.790872 -0.487972 -1.016059 0.210459 0.293090 0.710802 5.649596 12.108283 0.6946 0.6610 0.4366 nan nan
2459860 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.654530 -0.789872 1.084491 -1.252795 2.446543 -0.754711 6.850864 6.477881 0.7041 0.6703 0.4272 nan nan
2459859 digital_ok 100.00% 0.00% 0.00% 0.00% - - -0.503807 -0.297895 -1.041553 0.168034 0.659871 0.513049 7.827932 3.761669 0.7066 0.6749 0.4256 nan nan
2459858 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.579489 -0.561972 -1.074380 0.052978 1.433944 0.492870 8.180793 7.246331 0.7248 0.6867 0.4402 3.050869 2.772071
2459857 digital_ok 0.00% 100.00% 100.00% 0.00% - - 2.280966 0.727715 0.063929 -0.014346 1.043372 0.585430 2.913665 3.642049 0.0248 0.0248 0.0003 nan nan
2459856 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.217636 -0.461161 1.004573 -0.988408 1.208632 -0.823076 8.961653 3.883841 0.7150 0.7007 0.4293 3.334440 3.154187
2459855 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.243527 0.158752 8.080265 5.830446 0.070197 -0.466513 4.558924 4.306678 0.6941 0.7237 0.4707 3.321717 3.003136
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.488164 1.832802 16.917270 14.882269 1.399725 0.350920 -0.935263 2.832898 0.7111 0.7461 0.4730 3.291957 2.885391
2459853 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.478975 1.405275 21.714443 18.935077 2.353347 4.001820 0.482445 3.397753 0.7361 0.6975 0.4520 3.757535 3.163712
2459852 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.956696 3.432609 21.981270 18.659540 9.568455 9.822428 14.167032 12.948847 0.8065 0.8130 0.2911 6.319846 5.446386
2459851 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459850 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.804071 2.501996 20.542029 18.433074 3.713233 9.103288 0.990974 8.589305 0.7439 0.7625 0.3797 3.119035 2.741245
2459849 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459848 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.858863 -0.297458 -1.131336 0.030668 1.858833 -1.054441 5.057013 0.887494 0.7134 0.7464 0.4050 3.156382 2.990531
2459847 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.979083 -0.479714 -0.838860 0.174917 0.112940 -0.741655 5.406123 2.103061 0.7196 0.6810 0.4542 3.604512 3.243611
2459846 digital_ok 0.00% 0.00% 0.00% 0.00% 33.33% 0.00% -0.816422 -0.010828 -0.982030 -0.335259 1.756592 -0.067565 2.445980 1.135721 0.8134 0.6505 0.5280 1.359761 1.185385
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.152058 0.441072 -0.934135 -0.433291 0.094496 -0.190197 8.715838 3.651902 0.7294 0.7359 0.4025 -0.000000 -0.000000
2459844 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.717160 -0.546781 0.913927 0.653416 2.402665 -0.185513 1.680620 1.210376 0.0244 0.0243 0.0006 nan nan
2459843 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459842 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.688203 -0.269770 0.346817 2.257357 0.293051 0.600181 4.356464 3.440051 0.7517 0.6654 0.2730 4.655201 4.420891
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - 1.327329 3.541979 0.840485 2.243027 1.170261 5.036173 4.810701 1.476312 0.0244 0.0237 0.0006 nan nan
2459839 digital_ok 0.00% - - - - - 1.297420 0.494278 1.906622 0.439744 1.807668 0.477725 2.381215 -0.451252 nan nan nan nan nan
2459838 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.990594 0.193351 -0.644436 1.766122 0.818358 0.085492 0.950749 6.052593 0.7127 0.6811 0.4512 0.000000 0.000000
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0437 0.0523 0.0028 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - -1.179683 -0.969773 -0.102051 -0.477727 -0.416814 -0.320300 0.318987 4.420945 0.0429 0.0535 0.0046 nan nan
2459833 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.201723 0.509537 1.202853 1.455827 0.324050 -1.341733 1.669522 2.157081 0.0352 0.0579 0.0033 nan nan
2459832 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -1.138353 0.762635 -1.039365 1.415916 0.422031 -0.467818 1.021648 6.108255 0.8082 0.4925 0.6306 4.805055 3.638571
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - 1.042848 0.299192 1.716943 0.264298 1.658361 1.117677 1.401008 -0.240898 0.0310 0.0298 0.0010 nan nan
2459830 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.882615 0.080885 -0.909140 2.116341 1.141477 0.084077 0.486577 9.980984 0.8028 0.4963 0.6149 5.477481 3.736222
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.881757 0.901645 -0.361618 1.645440 -0.117259 3.073897 5.295244 11.520639 0.7270 0.6316 0.4736 0.000000 0.000000
2459828 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.565260 1.196416 -0.440456 1.881034 0.853992 0.312998 4.735241 53.820062 0.7972 0.5090 0.5885 0.000000 0.000000
2459827 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.497937 0.775996 -0.524141 -0.820426 -0.349338 -0.759702 14.408894 5.326910 0.7396 0.6531 0.4653 6.985612 5.713924
2459826 digital_ok 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.944238 -0.175921 -0.607984 -0.855324 -0.439817 -0.589397 0.204108 -0.635217 0.7888 0.5291 0.5637 0.000000 0.000000
2459825 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.366604 0.399387 -0.652871 -0.300949 9.521015 9.194698 6.401928 7.858468 0.7828 0.5216 0.5721 0.000000 0.000000
2459824 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.814336 0.341378 -0.333171 -0.635917 7.099353 5.785115 13.846885 15.632114 0.6650 0.7038 0.4388 0.000000 0.000000
2459823 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.634427 0.470688 -0.777612 -0.577138 0.500662 0.184662 3.467338 11.875316 0.7224 0.5996 0.5268 0.000000 0.000000
2459822 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.389913 0.340741 -0.805315 -0.577195 -0.073187 -0.493236 9.383397 3.364209 0.7759 0.5368 0.5613 0.000000 0.000000
2459821 digital_ok 0.00% 0.00% 0.00% 0.00% 5.26% 7.89% -0.094876 0.472031 -0.899449 -0.848784 -0.109131 -0.000630 0.973495 1.048226 0.7594 0.5366 0.5558 1.184525 1.037685
2459820 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.595542 0.666699 -0.765796 -0.894966 0.476990 -1.782384 4.171696 4.743444 0.7432 0.6532 0.4668 0.000000 0.000000
2459817 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.130612 3.131457 -0.526616 5.087957 -0.275328 3.500669 2.767212 3.912506 0.7607 0.5630 0.5444 0.918512 0.906007
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.859708 2.007374 -0.683515 9.805866 1.602201 3.835367 0.890467 12.988675 0.8319 0.5379 0.6385 3.445046 2.504704
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.514412 2.435013 -0.723633 9.062581 0.237968 4.012886 0.101451 11.109548 0.7423 0.5519 0.5584 3.292216 2.470246
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 191: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Discontinuties 25.354529 1.310699 0.415983 -1.120042 0.290815 -0.447094 -0.157505 24.848146 25.354529

Antenna 191: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Discontinuties 16.321825 -0.798510 -0.131260 -0.918527 0.067168 0.398069 0.139875 16.321825 14.491142

Antenna 191: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Temporal Discontinuties 6.652940 -0.347927 0.445400 1.520482 -1.494654 0.029002 -0.184266 5.681059 6.652940

Antenna 191: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Temporal Discontinuties 12.108283 -0.487972 -0.790872 0.210459 -1.016059 0.710802 0.293090 12.108283 5.649596

Antenna 191: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Discontinuties 6.850864 -0.654530 -0.789872 1.084491 -1.252795 2.446543 -0.754711 6.850864 6.477881

Antenna 191: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Discontinuties 7.827932 -0.503807 -0.297895 -1.041553 0.168034 0.659871 0.513049 7.827932 3.761669

Antenna 191: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Discontinuties 8.180793 -0.561972 -1.579489 0.052978 -1.074380 0.492870 1.433944 7.246331 8.180793

Antenna 191: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Temporal Discontinuties 3.642049 0.727715 2.280966 -0.014346 0.063929 0.585430 1.043372 3.642049 2.913665

Antenna 191: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Discontinuties 8.961653 -1.217636 -0.461161 1.004573 -0.988408 1.208632 -0.823076 8.961653 3.883841

Antenna 191: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Power 8.080265 0.158752 -0.243527 5.830446 8.080265 -0.466513 0.070197 4.306678 4.558924

Antenna 191: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Power 16.917270 1.832802 4.488164 14.882269 16.917270 0.350920 1.399725 2.832898 -0.935263

Antenna 191: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Power 21.714443 1.405275 3.478975 18.935077 21.714443 4.001820 2.353347 3.397753 0.482445

Antenna 191: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Power 21.981270 4.956696 3.432609 21.981270 18.659540 9.568455 9.822428 14.167032 12.948847

Antenna 191: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 191: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Power 20.542029 3.804071 2.501996 20.542029 18.433074 3.713233 9.103288 0.990974 8.589305

Antenna 191: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 191: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Discontinuties 5.057013 -0.297458 -0.858863 0.030668 -1.131336 -1.054441 1.858833 0.887494 5.057013

Antenna 191: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Discontinuties 5.406123 -0.479714 -0.979083 0.174917 -0.838860 -0.741655 0.112940 2.103061 5.406123

Antenna 191: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Discontinuties 2.445980 -0.816422 -0.010828 -0.982030 -0.335259 1.756592 -0.067565 2.445980 1.135721

Antenna 191: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Discontinuties 8.715838 0.441072 -0.152058 -0.433291 -0.934135 -0.190197 0.094496 3.651902 8.715838

Antenna 191: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Variability 2.402665 0.717160 -0.546781 0.913927 0.653416 2.402665 -0.185513 1.680620 1.210376

Antenna 191: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 191: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Discontinuties 4.356464 -0.688203 -0.269770 0.346817 2.257357 0.293051 0.600181 4.356464 3.440051

Antenna 191: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Temporal Variability 5.036173 1.327329 3.541979 0.840485 2.243027 1.170261 5.036173 4.810701 1.476312

Antenna 191: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Discontinuties 2.381215 0.494278 1.297420 0.439744 1.906622 0.477725 1.807668 -0.451252 2.381215

Antenna 191: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Temporal Discontinuties 6.052593 0.193351 -0.990594 1.766122 -0.644436 0.085492 0.818358 6.052593 0.950749

Antenna 191: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Temporal Discontinuties 4.420945 -0.969773 -1.179683 -0.477727 -0.102051 -0.320300 -0.416814 4.420945 0.318987

Antenna 191: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Temporal Discontinuties 2.157081 0.509537 -0.201723 1.455827 1.202853 -1.341733 0.324050 2.157081 1.669522

Antenna 191: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Temporal Discontinuties 6.108255 -1.138353 0.762635 -1.039365 1.415916 0.422031 -0.467818 1.021648 6.108255

Antenna 191: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Power 1.716943 1.042848 0.299192 1.716943 0.264298 1.658361 1.117677 1.401008 -0.240898

Antenna 191: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Temporal Discontinuties 9.980984 -0.882615 0.080885 -0.909140 2.116341 1.141477 0.084077 0.486577 9.980984

Antenna 191: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Temporal Discontinuties 11.520639 0.901645 -0.881757 1.645440 -0.361618 3.073897 -0.117259 11.520639 5.295244

Antenna 191: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Temporal Discontinuties 53.820062 1.196416 -0.565260 1.881034 -0.440456 0.312998 0.853992 53.820062 4.735241

Antenna 191: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Discontinuties 14.408894 -0.497937 0.775996 -0.524141 -0.820426 -0.349338 -0.759702 14.408894 5.326910

Antenna 191: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Discontinuties 0.204108 -0.175921 -0.944238 -0.855324 -0.607984 -0.589397 -0.439817 -0.635217 0.204108

Antenna 191: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Variability 9.521015 0.399387 -0.366604 -0.300949 -0.652871 9.194698 9.521015 7.858468 6.401928

Antenna 191: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Temporal Discontinuties 15.632114 -0.814336 0.341378 -0.333171 -0.635917 7.099353 5.785115 13.846885 15.632114

Antenna 191: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Temporal Discontinuties 11.875316 0.470688 -0.634427 -0.577138 -0.777612 0.184662 0.500662 11.875316 3.467338

Antenna 191: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Discontinuties 9.383397 -0.389913 0.340741 -0.805315 -0.577195 -0.073187 -0.493236 9.383397 3.364209

Antenna 191: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Temporal Discontinuties 1.048226 0.472031 -0.094876 -0.848784 -0.899449 -0.000630 -0.109131 1.048226 0.973495

Antenna 191: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Temporal Discontinuties 4.743444 -0.595542 0.666699 -0.765796 -0.894966 0.476990 -1.782384 4.171696 4.743444

Antenna 191: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Power 5.087957 -0.130612 3.131457 -0.526616 5.087957 -0.275328 3.500669 2.767212 3.912506

Antenna 191: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Temporal Discontinuties 12.988675 2.007374 -0.859708 9.805866 -0.683515 3.835367 1.602201 12.988675 0.890467

Antenna 191: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Temporal Discontinuties 11.109548 2.435013 -0.514412 9.062581 -0.723633 4.012886 0.237968 11.109548 0.101451

Antenna 191: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 191: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: